Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "162"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 162 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 233 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 222 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_15433/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 162, Node 13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.462616 -0.575708 2.144988 2.146621 1.671784 2.032737 1.950486 1.668977 0.8010 0.8076 0.2371 14.529861 14.992399
2459593 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.995056 -0.217804 2.457416 3.043220 3.090722 3.081756 0.633188 0.220834 0.7488 0.7502 0.2402 5.801366 5.909983
2459592 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.827987 -1.126844 1.081804 0.539293 0.769646 0.387186 2.357452 0.139761 0.0864 0.0406 0.0215 nan nan
2459591 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.783345 0.148643 3.632494 3.172880 3.519428 2.750413 0.111509 0.893799 0.6857 0.7016 0.3631 5.366976 5.583682
2459590 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.902970 0.380461 2.609867 2.728204 4.517224 3.134627 3.328543 0.933663 0.6840 0.6990 0.3575 5.250588 5.655344
2459589 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.878156 0.311250 1.590460 2.074710 0.947551 0.643869 1.178737 0.617419 0.7244 0.7242 0.2754 5.726531 5.799225
2459588 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.951000 -0.415173 3.316923 3.557931 2.367661 2.728576 0.962810 0.709530 0.7906 0.7781 0.2113 9.789174 9.033145
2459587 digital_maintenance 100.00% - - - 100.00% 0.00% 348.265286 357.140440 inf inf 26.558341 108.315257 199.223957 556.220096 nan nan nan 0.000000 0.000000
2459586 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.785514 318.854034 inf inf 10.251396 15.670716 189.342616 745.781222 nan nan nan 0.000000 0.000000
2459585 digital_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.860369 -1.281806 0.194053 -0.032214 -0.510740 -0.403037 1.691587 2.241279 0.0914 0.0426 0.0173 0.000000 0.000000
2459584 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 736.782516 1369.361995 inf inf 2955.326168 4750.114802 21142.250946 34082.833031 nan nan nan 0.000000 0.000000
2459583 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.370161 0.221532 -0.552284 -0.875241 2.739605 1.014709 -0.516033 0.475203 0.6891 0.7010 0.3748 4.569368 4.532090
2459582 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.854428 0.058767 -0.672998 -0.725635 3.759341 1.449581 -0.614004 0.314610 0.6898 0.7013 0.3777 3.639183 3.585122
2459581 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.318833 0.350655 -0.727754 -0.845010 3.080065 0.802407 -0.297744 0.293358 0.6979 0.7071 0.3734 3.748874 3.634918
2459580 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.390256 -0.156700 -0.814320 -0.727247 2.444855 1.083164 -0.657438 0.227136 0.6898 0.6996 0.3731 4.751274 4.373187
2459579 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.670580 0.218618 -0.676460 -0.723821 3.328020 1.305982 -0.279683 1.119781 0.6861 0.6956 0.3733 0.000000 0.000000
2459578 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.342898 0.213822 -0.644468 -0.492226 0.697886 0.798800 -0.008223 0.708253 0.1003 0.0736 0.0240 nan nan
2459577 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459576 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.055589 0.316822 -0.613498 -0.727210 2.436482 1.425748 -0.150693 0.064715 0.7111 0.7213 0.3741 6.739906 6.139468
2459575 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.592435 0.331080 -0.632260 -0.684187 2.084016 0.727773 -0.610094 -0.680124 0.7701 0.7735 0.3138 5.378209 5.165818
2459574 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459573 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.435050 -0.372789 -0.589992 -0.936530 3.613955 0.720063 1.244856 0.610404 0.7100 0.7232 0.3708 5.099599 4.882811
2459572 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.644933 -0.356852 -0.672033 -0.811919 2.227567 1.126344 0.947192 0.696390 0.7118 0.7256 0.3746 5.851711 5.915348
2459571 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459570 digital_maintenance 100.00% 0.00% 29.19% 0.00% 100.00% 0.00% -0.344484 -0.265220 -0.321282 -0.564315 -0.648222 55.949122 -0.744407 1.536065 0.6964 0.5618 0.3827 14.112469 15.309323
2459569 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.715387 -0.304408 -0.700633 -0.907737 -0.339434 -0.470139 -0.544708 -0.853829 0.7816 0.7886 0.2237 4.711517 4.588823
2459566 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.642458 -0.544645 -0.565797 -0.848735 2.559988 1.097632 -0.268310 1.238472 0.7008 0.7153 0.3900 3.685486 3.531520
2459565 digital_maintenance 0.00% - - - 100.00% 0.00% -0.000390 -0.000390 0.000000 0.000000 -0.823769 -0.823769 -0.908427 -0.908427 nan nan nan 0.000000 0.000000
2459564 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.854938 -0.262140 -0.772443 -0.838884 1.148850 0.463362 -0.132946 0.426007 0.7210 0.7233 0.3831 3.999084 3.570880
2459563 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.149444 -0.521755 -0.533540 -0.850619 2.778989 0.824397 1.206923 1.489086 0.7153 0.7238 0.3752 4.266770 4.256831
2459562 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.508560 -0.261778 -0.187671 -0.218209 1.557178 0.969578 0.672426 0.376545 0.7186 0.7283 0.3718 4.042097 3.551574
2459561 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.054083 -0.221073 -0.132237 -0.258588 1.513691 1.095299 0.012587 0.096371 0.7138 0.7273 0.3733 3.447470 3.194869
2459560 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.634684 -0.223254 -0.009219 -0.321370 2.119779 1.330808 0.000977 0.235106 0.7144 0.7246 0.3846 3.868656 3.363742
2459559 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.538734 -0.400109 -0.307436 -0.529711 2.047690 1.209140 0.121710 0.131268 0.7121 0.7202 0.3763 3.451018 3.100288
2459558 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.913126 -0.459657 -0.680030 -0.700104 2.692005 0.992750 -0.515413 0.368314 0.7185 0.7230 0.3766 4.552339 3.904418
2459557 digital_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.1247 0.0451 0.0319 nan nan
2459556 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.092360 -0.331846 -0.754940 -0.666976 3.031785 1.420062 -0.334244 0.917587 0.7107 0.7185 0.3789 4.265733 3.852753
2459554 digital_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7205 0.7281 0.3867 nan nan
2459553 digital_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7154 0.7226 0.3870 nan nan
2459552 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.424959 0.596104 -0.669431 -0.295673 2.482208 0.675581 0.780776 1.373804 0.7211 0.7262 0.3811 9.079129 10.007969
2459551 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.456898 -0.448519 -0.366011 -0.528687 2.518708 1.448694 -0.036418 0.220541 0.7187 0.7250 0.3837 3.862169 3.424669
2459550 digital_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0801 0.0432 0.0121 nan nan
2459549 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.792509 -0.526702 -0.814971 -0.933304 3.735802 0.840820 -0.451130 0.943186 0.7131 0.7190 0.3939 3.897868 3.435430
2459542 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459541 digital_maintenance 0.00% 1.34% 1.79% 0.00% 100.00% 0.00% 2.733757 -0.087360 -0.601403 -0.782295 -0.322728 -1.166272 2.241196 0.375456 0.7549 0.7499 0.3195 4.987418 4.998525
2459540 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.229940 0.201260 -0.135749 -0.183220 2.239005 -0.543685 0.141809 0.763031 0.7644 0.7646 0.3320 3.366524 2.969606
2459536 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.759904 0.389980 -0.331405 -0.115179 0.728779 0.445885 -0.662700 0.368731 0.7476 0.7494 0.4040 4.540252 3.803062
2459535 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.810946 -0.156385 0.058395 -0.190595 1.115976 -0.972870 -0.165352 0.664780 0.7949 0.7877 0.3392 3.687861 3.133368
2459534 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.179385 -0.331270 0.259532 -0.131370 1.404516 -0.251601 0.151523 1.299589 0.7812 0.7671 0.3528 4.819722 3.766743
2459533 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459532 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.203333 0.001941 -0.645045 -0.877256 3.865072 0.523549 2.016622 2.249406 0.7403 0.7464 0.3822 4.823184 4.051318
2459530 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.305006 -0.339327 -0.514722 -0.393661 3.096969 1.247604 11.807204 4.333685 0.7479 0.7510 0.3767 3.738161 3.460034
2459527 digital_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.789107 -0.039986 -0.095984 -0.923790 0.172535 0.209592 0.196670 1.661349 0.9125 0.9396 0.2823 0.000000 0.000000
2459523 digital_maintenance 0.00% - - - 100.00% 0.00% 1.701260 -0.244992 -0.574180 -1.075694 0.697890 -0.435862 -0.220304 0.634114 nan nan nan 6.280108 5.122544
2459522 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.846527 1.157869 -0.831954 -0.847091 -0.542587 -0.375395 -0.459092 2.237326 0.7058 0.7003 0.3196 4.944781 5.856686
2459513 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.048697 0.161745 -0.554359 -0.781795 0.205487 0.225335 -0.113779 2.069012 0.0842 0.0715 0.0011 nan nan
2459508 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.192531 -0.456562 -0.186502 -0.542385 1.188476 -0.158682 -0.182082 -0.813789 0.9222 0.9474 0.1612 0.000000 0.000000
2459505 digital_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.532317 -0.419396 -0.456437 -0.903464 1.263966 -0.649430 7.315757 2.313618 0.8891 0.8587 0.1962 31.640136 25.884855
2459503 digital_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.405466 -0.721471 -0.848152 -0.882321 1.321911 0.981369 1.313231 1.924983 0.8872 0.8813 0.4107 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 162: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.650421 0.265174 1.650421 1.055281 1.248777 0.422872 0.780611 -0.648848 -0.404371

Antenna 162: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 4.805824 2.306119 1.495978 0.925703 0.800109 1.619408 1.152798 4.805824 2.791294

Antenna 162: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 3.868260 0.053613 1.455368 -0.507376 -1.266568 0.000958 -0.000958 0.817939 3.868260

Antenna 162: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 0.660323 -0.413249 -0.775264 -0.488854 -0.825513 -0.341156 -0.667382 0.660323 -0.433030

Antenna 162: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 0.599675 -0.426881 0.077913 -0.453337 -1.023145 -0.992519 -0.459768 -0.485578 0.599675

Antenna 162: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 2.010664 -0.448924 0.419866 0.249571 -0.062509 -0.664602 2.010664 -0.657252 0.749419

Antenna 162: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 0.852053 -0.244182 -0.851234 -0.346296 -0.820586 0.552017 -0.277436 0.852053 -0.129737

Antenna 162: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 0.566019 -0.569195 -0.083532 -0.504823 -0.074042 -0.512942 0.091483 0.566019 0.006534

Antenna 162: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 2.342471 -0.530928 0.403778 -0.865866 0.306516 -0.311290 1.405225 2.342471 0.274557

Antenna 162: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 3.145217 -0.643903 0.502855 -0.546797 0.050611 -0.404764 3.145217 0.389544 -0.069452

Antenna 162: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.278880 -0.252499 -0.727857 -0.040263 -0.591448 1.278880 0.118541 0.404485 0.434241

Antenna 162: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.617211 -0.736086 -0.405093 -0.522769 0.059222 0.338534 1.617211 0.883552 0.635114

Antenna 162: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 2.280278 -0.493925 0.701809 -1.006657 0.318837 -0.753275 2.280278 -0.080285 1.106514

Antenna 162: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.287491 0.339935 -0.614182 0.534391 -0.660441 1.287491 0.121098 0.464514 -0.205432

Antenna 162: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 5.340892 0.723910 -0.015322 -0.294616 -0.762210 5.340892 3.448793 1.771409 1.108532

Antenna 162: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.368543 0.635138 -0.278042 0.239299 0.474466 1.368543 0.758291 0.321976 0.216516

Antenna 162: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 0.366217 -0.109480 0.281645 0.205113 0.189993 0.208872 0.366217 0.268445 -0.023043

Antenna 162: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 2.914137 0.487977 -0.102203 0.491416 0.486259 2.034411 1.420424 2.914137 1.403037

Antenna 162: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 1.396003 -0.090094 -0.368248 0.166777 0.457988 1.379728 1.396003 -0.426277 0.154719

Antenna 162: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 2.231323 0.074291 0.498062 0.812730 0.466429 2.231323 1.897374 0.116074 0.011588

Antenna 162: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 3.284145 0.915052 0.247429 1.674192 1.687505 3.284145 3.244982 0.827100 0.115734

Antenna 162: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.966300 0.301074 -0.124496 0.479389 0.505746 1.966300 1.760033 0.160291 -0.060071

Antenna 162: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.413767 -0.061202 -0.384975 0.402272 0.582725 1.413767 0.876795 -0.096454 0.498885

Antenna 162: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 2.890079 0.050978 -0.618674 0.506479 0.610880 2.890079 1.250733 0.719818 0.253649

Antenna 162: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.394440 -0.771494 -0.568291 -0.865088 -0.856635 -1.226804 0.394440 -0.087486 -0.019111

Antenna 162: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 1.015086 -0.252003 0.022413 0.391870 0.087225 1.015086 0.652272 0.684465 0.043900

Antenna 162: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 7.509008 -0.389022 -0.649379 -0.360107 -0.370343 0.181966 0.555823 4.276409 7.509008

Antenna 162: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 3.444882 3.444882 0.487226 1.566532 1.276075 1.589050 0.972569 1.648845 0.769516

Antenna 162: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 0.048865 -0.694120 -0.323694 0.048865 -0.443931 -0.064651 -0.489220 -0.070755 0.009088

Antenna 162: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.522148 -0.508092 -1.373662 -0.838990 -0.326401 0.522148 -1.505112 0.020925 0.225686

Antenna 162: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.913122 -0.934584 -0.741369 -0.056092 0.076094 0.019309 0.913122 0.101784 0.740441

Antenna 162: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 5.204739 2.953022 0.193345 1.585452 1.589049 5.204739 3.191155 3.779707 1.926566

Antenna 162: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.455893 -0.384310 0.205936 0.335920 0.029720 0.455893 0.163146 0.078645 0.018816

Antenna 162: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 0.742534 -0.572524 -0.862002 -0.993485 -1.035342 0.665228 0.742534 -0.074332 -0.089730

Antenna 162: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.687623 -0.526763 -0.844667 -0.899557 -0.997695 0.687623 0.275182 0.193139 -0.383093

Antenna 162: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 5.348502 -0.012000 1.481176 0.662884 0.322411 5.348502 3.400408 0.563220 0.425195

Antenna 162: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.258244 -0.976238 -0.595989 -1.042578 -0.985728 -0.020231 0.258244 -0.051471 -0.116923

Antenna 162: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.755302 -0.694801 -0.871167 -0.734920 -0.659510 0.755302 0.106887 0.003789 -0.355851

Antenna 162: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 0.263567 -0.713114 -0.831438 -0.882035 -0.752775 0.237022 -0.267703 0.263567 -0.172677

Antenna 162: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 0.615997 -0.617214 -0.876570 -0.690069 -0.669442 -0.502496 -0.382398 0.615997 -0.058463

Antenna 162: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability -0.003141 -0.713441 -0.842821 -0.912271 -0.958798 -0.267782 -0.003141 -0.193674 -0.359370

Antenna 162: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.558785 0.537013 -0.446165 0.876997 0.686446 1.558785 1.122986 0.636652 0.554166

Antenna 162: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 1.208799 -0.811709 -0.615924 -0.762059 -0.789646 -0.688323 0.542749 0.021163 1.208799

Antenna 162: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 1.031822 -0.662987 -0.865540 -0.812795 -0.920440 0.927590 -0.316983 1.031822 -0.189684

Antenna 162: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 2.399927 -0.938792 -0.729683 -0.506488 -0.331019 -0.063865 2.081102 -0.033033 2.399927

Antenna 162: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 1.145787 -0.881101 -0.730211 -0.592868 -0.471115 -0.671689 -0.341522 -0.258716 1.145787

Antenna 162: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 1.333150 -0.827336 -0.619691 -0.735348 -0.703054 0.154318 1.333150 -0.140222 0.846413

Antenna 162: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 1.157236 0.045206 -0.405076 0.503120 0.920615 0.893006 1.157236 0.102651 0.397674

Antenna 162: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 0.518050 -0.628528 -0.944834 -0.630625 -0.611192 0.186520 0.218416 0.518050 -0.146062

Antenna 162: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.355304 0.331816 1.355304 0.718043 0.942334 0.705013 0.834446 -0.794536 0.032678

Antenna 162: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape -0.070285 -0.070285 -0.399849 -0.786711 -0.819625 -0.383888 -0.321731 -0.248698 -0.454511

Antenna 162: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.743323 0.075480 -0.207695 -0.612673 -0.786945 0.743323 -0.416719 0.007158 -0.433575

Antenna 162: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Variability 92.924851 2.882277 0.265796 18.492623 19.054062 88.580272 92.924851 3.875419 4.655914

Antenna 162: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties 0.502873 -0.661676 -0.823811 0.330198 0.342873 0.040439 0.150875 0.502873 0.184416

Antenna 162: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance ee Temporal Variability 0.335553 0.113461 -0.161917 -0.499367 -0.682605 -0.079004 0.335553 -0.170445 -0.422320

Antenna 162: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties 1.898645 -0.704846 -0.890774 -0.366641 -0.172876 -0.638589 -0.833218 1.898645 -0.065422

Antenna 162: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties 0.893156 -0.554889 -0.464100 -0.755228 -0.666247 -0.141432 -0.683471 0.893156 -0.081368

Antenna 162: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties 3.058564 0.839276 -0.953494 0.930954 1.357038 0.728489 0.346250 2.049913 3.058564

Antenna 162: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties 1.549619 -0.522928 1.113200 0.960174 0.806173 0.611857 1.381859 1.549619 0.576293

Antenna 162: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance ee Power -0.307154 -0.674491 -0.674491 -0.307154 -0.307154 -0.763975 -0.763975 -0.890074 -0.890074

Antenna 162: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance nn Temporal Discontinuties -0.737738 -0.941039 -0.941039 -0.869027 -0.869027 -0.758811 -0.758811 -0.737738 -0.737738

Antenna 162: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance ee Shape -0.318759 -0.318759 -0.318759 -0.341617 -0.341617 -0.369539 -0.369539 -0.327679 -0.327679

Antenna 162: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_maintenance ee Shape 1.491911 -0.357848 1.491911 0.075122 -0.140691 0.925205 0.703642 -0.004099 0.145092

Antenna 162: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 2.103714 -0.056773 -0.299414 1.011069 1.534258 2.103714 1.718319 1.144788 1.991603

Antenna 162: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 2.603975 1.324364 1.354870 1.113028 0.912388 2.603975 1.466322 0.654155 0.829081

Antenna 162: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Discontinuties 4.705024 4.592391 -0.239042 1.136901 1.833685 0.992320 0.574247 1.722734 4.705024

Antenna 162: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Discontinuties 6.119094 4.480314 0.294330 1.924426 2.011167 2.881693 3.906239 0.965267 6.119094

Antenna 162: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 3.982367 3.846152 -0.098227 1.896885 1.613841 3.982367 3.602681 1.467019 1.830549

Antenna 162: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 162: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 2.752112 0.694337 2.752112 0.877387 0.893057 -0.501976 0.137346 0.954699 0.331194

Antenna 162: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 3.634118 0.151762 3.634118 0.804303 1.005912 1.065817 0.910749 1.780673 2.940264

Antenna 162: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 3.759281 -0.032384 3.759281 0.532308 0.677948 1.775594 0.233373 1.826757 1.862024

Antenna 162: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 3.642853 3.642853 0.203265 1.055943 1.068436 1.705874 0.224829 0.375559 0.489159

Antenna 162: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 4.580117 0.046950 4.580117 1.755139 1.219671 1.615526 2.219843 0.575295 -0.112407

Antenna 162: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 3.926471 3.926471 -0.050653 0.349006 0.677468 3.119039 2.940833 -0.244133 0.311787

Antenna 162: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 5.469278 0.096965 5.469278 0.693604 0.273569 1.661493 0.846076 0.302720 -0.333243

Antenna 162: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 3.250264 3.250264 0.287852 0.874269 1.037945 3.060632 3.166706 -0.546456 0.177976

Antenna 162: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 4.859420 0.025754 4.859420 1.499971 0.965733 0.567387 0.486750 1.218812 0.455813

Antenna 162: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 5.196993 0.013841 5.196993 0.827604 0.825108 2.079474 2.945833 0.767607 0.089817

Antenna 162: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 162: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Variability 4.004494 3.068885 0.339381 0.746921 1.201693 3.715964 4.004494 0.462867 0.829564

Antenna 162: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape 5.648989 5.648989 0.280558 1.273811 1.357080 2.975155 1.701608 1.056311 2.437496

Antenna 162: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 7.961739 0.805821 5.134532 3.051751 3.040457 7.147512 7.961739 1.394322 0.735552

Antenna 162: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Discontinuties 1.472986 -0.950997 -0.763743 0.556593 0.626484 -0.873166 0.251398 0.294706 1.472986

Antenna 162: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 4.210362 0.329337 3.098237 1.958044 1.391092 3.667523 4.210362 0.867523 0.795452

Antenna 162: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 5.202941 2.479836 0.337193 1.824375 2.413820 5.202941 4.460454 0.067569 1.717587

Antenna 162: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance ee Temporal Variability 5.035956 0.267629 2.691476 1.348632 0.900245 4.291351 5.035956 2.053610 0.512243

Antenna 162: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Variability 2.895661 0.423592 1.692059 1.005989 0.543299 2.895661 2.481483 1.972628 2.435227

Antenna 162: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Variability 4.954725 0.567739 2.909570 3.265517 1.381220 4.954725 4.754970 1.695006 0.822848

Antenna 162: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Temporal Variability 4.331533 0.658098 3.291970 1.635955 0.228920 4.331533 3.867112 2.955736 2.519596

Antenna 162: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 13 digital_maintenance nn Power 1.860180 -1.202563 -0.321864 1.370985 1.860180 1.183189 -0.416981 0.030719 0.979201